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Spotlight
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Wed 17:05
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An Empirical Bayes Approach to Optimizing Machine Learning Algorithms
James McInerney
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Spotlight
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Wed 15:40
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Learning Combinatorial Optimization Algorithms over Graphs
Elias Khalil · Hanjun Dai · Yuyu Zhang · Bistra Dilkina · Le Song
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Oral
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Wed 15:05
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Can Decentralized Algorithms Outperform Centralized Algorithms? A Case Study for Decentralized Parallel Stochastic Gradient Descent
Xiangru Lian · Ce Zhang · Huan Zhang · Cho-Jui Hsieh · Wei Zhang · Ji Liu
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Spotlight
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Wed 11:45
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Early stopping for kernel boosting algorithms: A general analysis with localized complexities
Yuting Wei · Fanny Yang · Martin Wainwright
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Poster
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Mon 18:30
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k-Support and Ordered Weighted Sparsity for Overlapping Groups: Hardness and Algorithms
Cong Han Lim · Stephen Wright
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Poster
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Wed 18:30
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Interactive Submodular Bandit
Lin Chen · Andreas Krause · Amin Karbasi
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Poster
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Wed 18:30
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Scalable Generalized Linear Bandits: Online Computation and Hashing
Kwang-Sung Jun · Aniruddha Bhargava · Robert Nowak · Rebecca Willett
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Spotlight
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Tue 15:20
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Information-theoretic analysis of generalization capability of learning algorithms
Aolin Xu · Maxim Raginsky
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Spotlight
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Tue 11:45
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Linear Convergence of a Frank-Wolfe Type Algorithm over Trace-Norm Balls
Zeyuan Allen-Zhu · Elad Hazan · Wei Hu · Yuanzhi Li
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Spotlight
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Tue 11:30
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Near-linear time approximation algorithms for optimal transport via Sinkhorn iteration
Jason Altschuler · Jonathan Niles-Weed · Philippe Rigollet
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Demonstration
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Wed 19:00
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Fast-speed Intelligent Video Analytics using Deep Learning Algorithms on Low-power FPGA
Yi Shan · Song Yao · Song Han · Yu Wang
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Tutorial
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Mon 14:30
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Differentially Private Machine Learning: Theory, Algorithms and Applications
Kamalika Chaudhuri · Anand D Sarwate
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